{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "6fdb9531",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGBA size=310x207 at 0x1998E6DB550>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=L size=310x207 at 0x1999CC711C0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=L size=310x207 at 0x1999CC53520>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.Image.Image image mode=L size=310x207 at 0x1999CC53520>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from PIL import Image\n",
    "import numpy as np\n",
    "\n",
    "im = Image.open('foo.jpg')\n",
    "\n",
    "display(im)\n",
    "# im.show()\n",
    "# print(im)\n",
    "# print(im.shape)\n",
    "# print(im[1,1])\n",
    "\n",
    "im = np.array(im)\n",
    "r = im[:, :, 0]\n",
    "g = im[:, :, 1]\n",
    "b = im[:, :, 2]\n",
    "\n",
    "\n",
    "nim = r * 0.299 + g*0.587 + b * 0.114\n",
    "display(Image.fromarray(nim.astype(np.uint8)))\n",
    "\n",
    "nim = (r * 299 + g * 587 + b * 114 + 500) / 1000\n",
    "display(Image.fromarray(nim.astype(np.uint8)))\n",
    "\n",
    "nim = (r * 299 + g * 587 + b * 114) / 1000\n",
    "display(Image.fromarray(nim.astype(np.uint8)))\n",
    "\n",
    "\n",
    "# Image.fromarray(im[:,:,1]).show()\n",
    "# Image.fromarray(im[:,:,2]).show()\n",
    "# Image.fromarray(im[:,:,3]).show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "32d65f59",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
